TAL KALAKH, Syria (CNN) -

In the western town of Tal Kalakh, rebel fighters stand their ground as government forces loom just yards away. But here, bullets aren't flying.

That's because the two sides have agreed to something remarkable -- a cease-fire. While fragile, the agreement could be a blueprint for peace across more parts of the country, which has seen incessant bloodshed for 23 months.

If the local cease-fire continues to hold, it would defy failures at the national and international levels to implement a meaningful halt in violence.

"We are for peace. We don't want war. We are 100% committed to peace," said a rebel leader who goes by the name Al Abrash. "But if they want a war, we are ready for that. We didn't agree to the cease-fire out of weakness. We did it to protect the women and children."

Tal Kalakh, near Syria's borders with Lebanon was one of the first cities to rebel against the regime of President Bashar al-Assad. It has seen heavy fighting since the uprising began.

Many civilians were forced to flee as government and rebel fighters battled in the streets. Houses, pockmarked with signs of artillery fire, bear witness to the fierce clashes that raged here.

The walls of buildings in the city center are still covered in revolutionary graffiti; "God is great! Freedom" one read and "down with the thug" reads another.

But now Tal Kalakh has become a model project of sorts.

The cease-fire is a first step of a private "reconciliation initiative" led by a sheikh and a member of Syria's parliament.

"Before the agreement we reached, there were intense battles here. Many civilians, militants and soldiers were killed, a lot of blood was spilled. After the agreement there have been some individual violations like a soldier opening fire... but those have been dealt with straight away," Sheikh Habib al-Fandi said. "Compared to the past this is a state of peace and security."

But many people in Tal Kalakh say make no mistake -- this town is still under siege.

While the opposition Free Syrian Army controls Tal Kalakh, the town is surrounded by regime troops.

Residents, surprised to see an international TV crew escorted by officials into their city, swarmed around the CNN team in the main square. More than a dozen people complained about harassment by government-backed militias known as "Shabeeha".

One man with his three young children said he could not leave the city out of fear government forces would detain him.

Another man said his two sons were among more than 400 Tal Kalakh residents detained since the uprising.

Residents and fighters said they have had to create a makeshift graveyard close to the city center because regime troops have prevented them from reaching the main cemetery.

Al-Abrash and some of his fighters gathered for prayers at the small garden where they recently buried their dead. He says three rebels have been killed since the cease-fire began.

But signs of normalcy have sprouted amid the country's prolonged civil war. Some shops have reopened and the town center has come back to life.

The governor of Homs, where Tal Kalakh is located, described the city as once being "extremely dangerous and volatile", but now he says he is able to visit and even meet with the militants.

He says Tal Kalakh is an experiment.